{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2012390c-5173-41b4-9fc5-77a9965c8e1b",
   "metadata": {},
   "source": [
    "---\n",
    "title: \"Worldwide Development\"\n",
    "author: \"Gapminder Analytics\"\n",
    "format: dashboard\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8fa027e0-4540-4af5-85a6-7d9b66118c85",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc966fea-0467-450a-8062-aed74f3308b3",
   "metadata": {},
   "source": [
    "# Indicators"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b26a7906-9034-4431-8407-147c8a3d04ef",
   "metadata": {},
   "source": [
    "## Row {height=60%}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f3c12459-57ee-4c6f-93c2-f35234c317b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| title: GDP and Life Expectancy \n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "fruits = ['apple', 'blueberry', 'cherry', 'orange']\n",
    "counts = [40, 100, 30, 55]\n",
    "bar_labels = ['red', 'blue', '_red', 'orange']\n",
    "bar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']\n",
    "\n",
    "ax.bar(fruits, counts, label=bar_labels, color=bar_colors)\n",
    "\n",
    "ax.set_ylabel('fruit supply')\n",
    "ax.set_title('Fruit supply by kind and color')\n",
    "ax.legend(title='Fruit color')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc08806e-2fa8-41ea-8a56-faaceb9bc19f",
   "metadata": {},
   "source": [
    "## Row {height=40%}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "26865c36-e7a6-433b-bb65-3eedf13ae86c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| title: Population\n",
    "data = {'apple': 10, 'orange': 15, 'lemon': 5, 'lime': 20}\n",
    "names = list(data.keys())\n",
    "values = list(data.values())\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(9, 3), sharey=True)\n",
    "axs[0].bar(names, values)\n",
    "axs[1].scatter(names, values)\n",
    "axs[2].plot(names, values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "27f9e01c-f192-4212-8d40-c7f96bbbeaee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| title: Life Expectancy\n",
    "cat = [\"bored\", \"happy\", \"bored\", \"bored\", \"happy\", \"bored\"]\n",
    "dog = [\"happy\", \"happy\", \"happy\", \"happy\", \"bored\", \"bored\"]\n",
    "activity = [\"combing\", \"drinking\", \"feeding\", \"napping\", \"playing\", \"washing\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(activity, dog, label=\"dog\")\n",
    "ax.plot(activity, cat, label=\"cat\")\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c1e36ed-cf39-4ece-b52f-eadaaf862f10",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7737d30f-4048-4a22-a6e2-b1a5abfbd9fb",
   "metadata": {},
   "source": [
    "![](gapminder-logo.svg){width=150} Learn more about the Gapminder dataset at <https://www.gapminder.org/data/documentation/>"
   ]
  }
 ],
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